# AI智慧小站 (@AI智慧小站) on wechat

- id: koinon:creator:wechat_ai智慧小站
- url: https://koinonlink.com/kol/wechat/AI%E6%99%BA%E6%85%A7%E5%B0%8F%E7%AB%99
- schema_version: 1.4

## Identity
- platform: wechat
- handle: AI智慧小站
- platform_url: https://weixin.sogou.com/weixin?type=1&query=AI%E6%99%BA%E6%85%A7%E5%B0%8F%E7%AB%99
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 11
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI基础课程, 神经网络与感知机, Transformer与注意力机制, 生成式AI原理, 提示词工程

## Audience (inferred)
- status: present
- description: AI beginners interested in neural networks, Transformers, and generative AI principles, including students and early learners
- roles: general_ai
- seniority: learner
- pain_points: Struggling to grasp mathematical concepts like perceptrons and backpropagation, Lacking a structured learning path for foundational AI knowledge, Confused by generative AI hallucinations and attention mechanisms, Unsure how to effectively design prompts
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_ai智慧小站#21ef3ed6] 【AI 基础课 · 第29天】神经元与感知机:一个开关的数学奇迹 (https://weixin.sogou.com/weixin?type=1&query=AI%E6%99%BA%E6%85%A7%E5%B0%8F%E7%AB%99)
- [wechat_ai智慧小站#71ad0603] 【AI 基础课 · 第30天】多层感知机与反向传播:把开关叠起来,让错误往回跑
- [wechat_ai智慧小站#ce12acc2] 【AI 基础课 · 第36天】Transformer 与注意力机制:一句话读懂＂抓重点＂
- [wechat_ai智慧小站#fff181e2] 【AI 基础课 · 第40天】生成式 AI 原理:自回归与＂幻觉＂从哪来
- [wechat_ai智慧小站#e7253998] 【AI 基础课 · 第41天】提示词工程(上):怎么问,模型就怎么答
- [wechat_ai智慧小站#98444b6b] 【AI 基础课 · 第45天】智能体 Agent:会＂动手做事＂的 AI
- [wechat_ai智慧小站#0934c091] 【AI 基础课 · 第50天】伦理与偏见:AI 会把＂人性的偏见＂学走吗
- [wechat_ai智慧小站#3eb86d0a] 【AI 基础课 · 第51天】决策树:像＂连环提问＂一样做判断

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=63, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=63, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=63, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=46, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=46, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=46, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=46, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 46
- audience_updated_days_ago: 63

## AI retrieval
- indexing_requests: 11
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_ai%E6%99%BA%E6%85%A7%E5%B0%8F%E7%AB%99
- Request removal: https://koinonlink.com/claim?k=wechat_ai%E6%99%BA%E6%85%A7%E5%B0%8F%E7%AB%99
- Terms: https://koinonlink.com/for-ai